{"id":"W4322620431","doi":"10.1002/smtd.202201170","title":"Acoustomicrofluidic Defect Engineering and Ligand Exchange in ZIF‐8 Metal–Organic Frameworks","year":2023,"lang":"en","type":"article","venue":"Small Methods","topic":"Metal-Organic Frameworks: Synthesis and Applications","field":"Chemistry","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; RMIT University; National Computational Infrastructure; Australian Research Council; Monash University; Ontario Ministry of Natural Resources and Forestry","keywords":"Zeolitic imidazolate framework; Metal-organic framework; Materials science; Porosity; Linker; Crystal engineering; Imidazolate; Crystal structure; Nanotechnology; Crystal (programming language); Chemical physics; Chemical engineering; Adsorption; Composite material; Chemistry; Crystallography; Inorganic chemistry; Organic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007227783,0.0001788645,0.00009476522,0.0001160093,0.0001076039,0.0001772618,0.0002741299,0.0002144526,0.0004017113],"category_scores_gemma":[0.0001010803,0.00008373205,0.00009364448,0.00007534521,0.0002085183,0.0002035073,0.0002142329,0.0002107795,0.00008576814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000331557,"about_ca_system_score_gemma":0.0001277956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001287556,"about_ca_topic_score_gemma":0.001958216,"domain_scores_codex":[0.9999298,0.000006487318,0.000002625026,0.00001361283,0.00002656548,0.00002088253],"domain_scores_gemma":[0.9999701,0.000006329323,0.00001244394,0.000002559991,0.000003691664,0.000004880578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002242107,0.00001063821,0.00005597157,0.0000313552,0.000001981851,0.00003373811,0.00001716269,0.000316388,0.9968893,0.000442253,0.00003839346,0.002140376],"study_design_scores_gemma":[0.000009197996,0.00005033902,0.0002799258,0.000002060144,0.000002019133,0.0000387105,0.00001252043,0.00249786,0.9956098,0.00004103503,0.001452175,0.000004510886],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917134,0.0006477038,0.006020758,0.00008713495,0.00001766977,0.00001773553,0.00004778665,0.0001101861,0.001337697],"genre_scores_gemma":[0.9951535,0.0002748487,0.003660303,0.00001619435,0.000004452212,0.00001369511,0.0000309437,0.000009664154,0.0008363604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001287556,"threshold_uncertainty_score":0.002560198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02736391781913486,"score_gpt":0.2939276258317904,"score_spread":0.2665637080126556,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}